Phase 1 is a minimal terminal-based RAG system that reads a local PDF, splits it into chunks, generates OpenAI embeddings, stores vectors in FAISS, and answers user questions with source references.

The query is about technical topics (programming, math, science) UNLESS the preference is a technical credential directly relating to that exact topic (e.g., "I'm a professional Python developer" for ...